IPL DATA ANALYSIS PROJECT¶

In [3]:
import pandas as pd
import plotly.express as px
import plotly.graph_objects as go
import matplotlib.pyplot as plt
In [4]:
data = pd.read_csv("IPL 2022 dataset.csv")
In [5]:
data
Out[5]:
match_id date venue team1 team2 stage toss_winner toss_decision first_ings_score first_ings_wkts second_ings_score second_ings_wkts match_winner won_by margin player_of_the_match top_scorer highscore best_bowling best_bowling_figure
0 1 March 26,2022 Wankhede Stadium, Mumbai Chennai Kolkata Group Kolkata Field 131 5 133 4 Kolkata Wickets 6 Umesh Yadav MS Dhoni 50 Dwayne Bravo 3--20
1 2 March 27,2022 Brabourne Stadium, Mumbai Delhi Mumbai Group Delhi Field 177 5 179 6 Delhi Wickets 4 Kuldeep Yadav Ishan Kishan 81 Kuldeep Yadav 3--18
2 3 March 27,2022 Dr DY Patil Sports Academy, Mumbai Banglore Punjab Group Punjab Field 205 2 208 5 Punjab Wickets 5 Odean Smith Faf du Plessis 88 Mohammed Siraj 2--59
3 4 March 28,2022 Wankhede Stadium, Mumbai Gujarat Lucknow Group Gujarat Field 158 6 161 5 Gujarat Wickets 5 Mohammed Shami Deepak Hooda 55 Mohammed Shami 3--25
4 5 March 29,2022 Maharashtra Cricket Association Stadium,Pune Hyderabad Rajasthan Group Hyderabad Field 210 6 149 7 Rajasthan Runs 61 Sanju Samson Aiden Markram 57 Yuzvendra Chahal 3--22
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
69 70 May 22,2022 Wankhede Stadium, Mumbai Hyderabad Punjab Group Hyderabad Bat 157 8 160 5 Punjab Wickets 5 Harpreet Brar Liam Livingstone 49 Harpreet Brar 3--26
70 71 May 24,2022 Eden Gardens, Kolkata Gujarat Rajasthan Playoff Gujarat Field 188 6 191 3 Gujarat Wickets 7 David Miller Jos Buttler 89 Hardik Pandya 1--14
71 72 May 25,2022 Eden Gardens, Kolkata Banglore Lucknow Playoff Lucknow Field 207 4 193 6 Banglore Runs 14 Rajat Patidar Rajat Patidar 112 Josh Hazlewood 3--43
72 73 May 27,2022 Narendra Modi Stadium, Ahmedabad Banglore Rajasthan Playoff Rajasthan Field 157 8 161 3 Rajasthan Wickets 7 Jos Buttler Jos Buttler 106 Prasidh Krishna 3--22
73 74 May 29,2022 Narendra Modi Stadium, Ahmedabad Gujarat Rajasthan Final Rajasthan Bat 130 9 133 3 Gujarat Wickets 7 Hardik Pandya Shubman Gill 45 Hardik Pandya 3--17

74 rows × 20 columns

Number of matches won by each team in IPL¶

In [6]:
data.columns
Out[6]:
Index(['match_id', 'date', 'venue', 'team1', 'team2', 'stage', 'toss_winner',
       'toss_decision', 'first_ings_score', 'first_ings_wkts',
       'second_ings_score', 'second_ings_wkts', 'match_winner', 'won_by',
       'margin', 'player_of_the_match', 'top_scorer', 'highscore',
       'best_bowling', 'best_bowling_figure'],
      dtype='object')
In [7]:
figure=px.bar(data,x=data['match_winner'],title='Number of matches won in IPL 2022')
figure.show()

Number of matches won by Defenders v/s Chasers¶

In [8]:
data['won_by']=data['won_by'].map({'Wickets':'Chasing','Runs':'Defending'})
won_by=data['won_by'].value_counts()
label=won_by.index
counts=won_by.values
colors=['red','lightgreen']
fig=go.Figure(data=[go.Pie(labels=label,values=counts)])
fig.update_layout(title_text="Number of matches won by Defending v/s Chasing")
fig.update_traces(hoverinfo='label+percent',textinfo='value',textfont_size=30,marker=dict(colors=colors,line=dict(color='black',width=3)))
fig.show()

Best Bowler¶

In [9]:
figure=px.bar(data,x=data['best_bowling'],title="Best Bowler of IPL 2022")
figure.show()

Best Player¶

In [10]:
figure=px.bar(data,x=data['player_of_the_match'],title='Best Player of IPL2022')
figure.show()

Top Scorer¶

In [11]:
figure=px.bar(data,x=data['top_scorer'],y=data['highscore'],color=data['highscore'],title = 'Top Scorer of IPl2022')
figure.show()
In [ ]: